Postgraduate certificate Deep Learning in Data Mining

Artificial Intelligence will change the world and its impact will be greater than anything else in human history, even greater than the revolution brought about by the discovery of electricity. This is the opinion of Artificial Intelligence expert Kai-Fu-Lee. Precisely in this program an important part of Artificial Intelligence will be addressed: Machine Learning In the 21st century, when modern technology allows the generation of huge amounts of data, a source of incalculable business value. In order to truly take advantage of it, it is necessary to use techniques and tools capable of processing, analyzing and synthesizing it. An in-depth knowledge of it will provide the professional and the company with efficient solutions and a more sustainable environment.

University certificate

duration

6 weeks

Modality

Online

Schedule

At your own pace

Exams

Online

start date

Credits

6 ECTS

financing up to

3 months

Price(first year)

See price

The world's largest school of business”

Syllabus

The Postgraduate certificate in Deep Learning in Data Mining has been designed for the agile learning of data mining processes, focusing on the learning part. Structured each topic from the precise to the descriptive. Special focus on the last topics, neural networks and their evolution to deep learning and its applications in the real world. An innovative digital learning system, based on directed reiteration, is applied. Combine pedagogical rigor, academic demand and the latest educational technology to the maximum, providing excellent results.

With the most up-to-date, expertly chosen content you will understand how algorithms work in data mining"

Syllabus

When a company has large amounts of data that exceed the capacity of human analysis, it is necessary to make use of the technologies that are now available in order to interpret, understand and draw conclusions from data in an intelligent way. In other words, large volumes of data require artificial cognitive systems that can help professionals make the best decisions.

Artificial intelligence is the ideal complement to business intelligence in the enterprise environment. Address the process of data mining with a focus on the learning part is the objective of this certificate in Deep Learning in Data Mining.

The study of the different types of learning that exist. As well as the interpretation and evaluation of data for selection and preprocessing. Knowledge of the different types of assemblies, in addition to establishing the foundations of probabilistic reasoning, is part of the syllabus of this program.

Through a secure platform, with the implementation of a 100% online methodology, each of the topics will be developed in depth, chosen in a precise way by a team of expert teachers. Finally, the study of neural networks and their evolution until reaching deep learning and its applications in the real world.

This Postgraduate certificate is developed over 6 week and is divided into 1 module:

Module 1. Data Mining: from Machine Learning to Deep Learning

Where, When and How is it Taught?

TECH offers the possibility of developing this Postgraduate certificate in Data Mining Processing and Transformation completely online. During the 6 weeks of the specialization, the student will be able to access all the contents of this program at any time, which will allow the students to self-manage their study time.

Module 1. Data Mining: from Machine Learning to Deep Learning

1.1. Knowledge from Data (KDD)

1.1.1. Selection
1.1.2. Pre-processing
1.1.3. Transformation
1.1.4. Data Mining
1.1.5. Interpretation and evaluation

1.2. Machine Learning

1.2.1. Supervised Learning
1.2.2. Unsupervised Learning
1.2.3. Reinforcement Learning
1.2.4. Other Learning Paradigms

1.3. Classification of Supervised Learning

1.3.1. Decision Trees
1.3.2. Rules-Based Learning
1.3.3. Support Vector Machines(SVM)
1.3.4. Nearest neighbor algorithms
1.3.5. Metrics

1.4. Regression in Supervised Learning

1.4.1. Linear Regression
1.4.2. Logistic Regression
1.4.3. Non-linear models
1.4.4. Time Series
1.4.5. Metrics

1.5. Clustering in Supervised Learning

1.5.1. Hierarchical Clustering
1.5.2. Distance-based clustering. Partitional
1.5.3. Density-based clustering. Partitional
1.5.4. Metrics

1.6. Association Rules in Supervised Learning

1.6.1. Rules of Association. Measurements
1.6.2. Rule Extraction Methods
1.6.3. Metrics

1.7. Assemblies

1.7.1. Bagging
1.7.2. Random Forests
1.7.3. Boosting

1.8. Probabilistic reasoning

1.8.1. Probabilistic reasoning
1.8.2. Bayesian Networks
1.8.3. Hidden Markov Models

1.9. Artificial Neural Networks

1.9.1. Multilayer Perceptron
1.9.2. Regression and Classification
1.9.3. Gradient Descent
1.9.4. Backpropagation
1.9.5. Activation Functions
1.9.6. Example of feedforward type neural network

1.10. Deep Learning

1.10.1. Feedforward type Deep Neural Networks
1.10.2. Convolutional Neural Networks
1.10.3. Recurrent and Recursive Neural Networks
1.10.4. Tools for programming Deep Neural Networks

Learn more about the advantages of Artificial Intelligence to examine data effectively. And apply it to your business models"

Teaching Objectives

The objective of this Postgraduate certificate is to approach the data mining process focusing on the learning part. Analyze the types of learning that exist: supervised, unsupervised, reinforcement learning. And to study the different algorithms used for each type of learning, according to the objective of the analysis process, whether classification, regression, clustering or other. For this, TECH has dedicated this program led by expert teachers that will allow learning in just 6 weeks through an online methodology.

If you want to stand out in your professional environment, you need to keep up-to-date. Learn online and with the best content developed by experts"

TECH makes the goals of their students their own goals too.
Working together to achieve them.

The Postgraduate certificate in Deep Learning in Data Mining enables the student to:

Analyze the data mining process
Specify the types of machine learning
Identify data analytics scenarios using the appropriate techniques for each type of problem
Delve into the current paradigms on which much of Artificial Intelligence is based
Evaluate the skills acquired in the process of obtaining value and knowledge from data and the problems of classification, regression and clustering
Analyze metrics and validation methods for machine learning algorithms
Establish the fundamentals of probabilistic reasoning
Analyze the evolution of neural networks to deep learning
Demonstrate knowledge of different learning techniques
Determining the BI tool to be used in a company
Generate technical skills, statistical and quantitative knowledge
Obtain results related to the strategies implemented and the management of data

Postgraduate Certificate in Deep Learning in Data Mining

mining with our Postgraduate Certificate in Deep Learning in Data Mining. Are you ready to dive into the fascinating world of applied artificial intelligence? Do you want to master the most advanced techniques to extract valuable knowledge from large volumes of data? Then this online program from TECH School of Business is perfect for you! Imagine holding in your hands a certificate backed by an internationally recognized institution. With our program, you will become an expert in Deep Learning applied to data mining, qualified to face the most demanding challenges in today's workplace. Our elite teaching team, made up of outstanding professionals with extensive experience in the industry, will guide you every step of the way to mastering this discipline.

Studying at TECH is a unique opportunity to boost your professional career

During the course, you will explore topics such as neural networks, deep learning algorithms, image processing and natural language processing. You will learn how to design, train and optimize artificial intelligence models that maximize accuracy and efficiency in extracting key information from data. In addition, you will gain a solid understanding of the practical applications of Deep Learning in areas such as e-commerce, medicine, security and more. Our university distinguishes itself by offering quality education with a focus on academic excellence and innovation. Upon completion of the course, you will have the skills necessary to hold leading positions in cutting-edge companies, research institutions and start-ups of your own. You will be able to tackle complex challenges, make informed data-driven decisions and contribute to the technological advancement of society. Are you ready to be part of the next generation of data mining professionals? Join our Postgraduate Certificate in Deep Learning in Data Mining and get ready to unlock a world of opportunities. Enroll today and secure your place at the forefront of the digital revolution!